{"id":"W4388608164","doi":"10.57017/seritha.2023.dfe","title":"Digital Future in Education: Paradoxes, Hopes and Realities","year":2023,"lang":"en","type":"book","venue":"","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Political science; Engineering ethics; Epistemology; Sociology; Mathematics education; Psychology; Philosophy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007743005,0.0001400032,0.000138481,0.0002591136,0.00004734842,0.0003219731,0.0003409749,0.0001289492,0.00001955595],"category_scores_gemma":[0.000005155604,0.0001271845,0.0000222546,0.0002046986,0.00003878765,0.0004091251,0.000137513,0.0001612275,0.00005890576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006434971,"about_ca_system_score_gemma":0.001087951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001425919,"about_ca_topic_score_gemma":0.00008826714,"domain_scores_codex":[0.9992079,0.000007176707,0.0002021325,0.0003077003,0.0001605227,0.0001145938],"domain_scores_gemma":[0.999391,0.000087033,0.00006275572,0.0003164702,0.0001062998,0.00003649793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.584359e-7,0.00001722079,0.00001019198,0.00002466006,0.000004518811,8.460749e-7,0.0002096089,1.934363e-7,2.65876e-8,0.694473,0.2471495,0.05811004],"study_design_scores_gemma":[0.00003062806,0.00001215365,0.001416414,0.00007933271,0.00000127758,0.000009334746,0.0009271568,0.00001269247,4.024208e-7,0.2255455,0.771795,0.0001700783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006375025,0.004770684,0.0003401815,0.04278821,0.001359621,0.0001378509,0.00002296054,0.0001634328,0.9503533],"genre_scores_gemma":[0.0001184419,0.001846887,0.00201969,0.0004984326,0.000871451,0.00004181013,0.0001501783,0.00001312542,0.99444],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5246455,"threshold_uncertainty_score":0.5186433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202025180506611,"score_gpt":0.2673528271403535,"score_spread":0.2453325753352874,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}